@User That’s fine - we are committed to open-source but for now use the commercial tools to validate the open-source ones. I did indicate to Google that I will write an open-source characterizer using Python when I get some time. But, we are confident that are our numbers are good — btw, our characterization uses full extraction so that would have to be utilized if you want to do a fair comparison.